diff --git a/CHANGELOG b/CHANGELOG
index f9ec87144f0c1867e289afff9c619ec0dc07b2fe..44862577f1883a32bdf965cb9fc8f62950fef4d1 100644
--- a/CHANGELOG
+++ b/CHANGELOG
@@ -9,3 +9,7 @@
 - Fixing bug in the in-situ cams formatter, error with the concatenating of dataframes
 - Also changed where the run_nord3.sh points pathtopy points for testing
 - Updating some of the prints
+
+## 0.0.3 - 2025/05/20
+
+- Adding remove countries functionality that we can Remove the data of Countries we deem to be wrong
diff --git a/setup.py b/setup.py
index abb3a91c23e720285c0dba8e93027cbbc894c40e..156ee30e48d1dbab4df943b9f57849c2a7b17964 100644
--- a/setup.py
+++ b/setup.py
@@ -10,7 +10,7 @@ from setuptools import find_packages
 from setuptools import setup
 
 # Could update this using versioneer
-version="0.0.2"
+version="0.0.3"
 
 setup(
     name="monarch-DA-preprocessor",
diff --git a/src/in-situ/camsFormatter.py b/src/in-situ/camsFormatter.py
index ea67b0c6cb3fef7b62ffc98ea364fd70cae00e55..afd437bd2238c87e0d7849a16ef6871125ab5151 100755
--- a/src/in-situ/camsFormatter.py
+++ b/src/in-situ/camsFormatter.py
@@ -14,12 +14,14 @@ import json
 import numpy as np
 import pandas as pd
 
+from ast import literal_eval
 from datetime import timedelta
 from numpy import f2py
 from os import listdir, makedirs, walk
 from os.path import isfile, join, exists, getsize
 from CAMS_standards import standard_parameters
 
+
 #import module from fortran
 # path to the .so fortran
 path_to_so = '../libs/'
@@ -115,7 +117,7 @@ def datemap(iDate, fDate, lafrec_slice, filespath, lafrec = 'D'):
     return allfiles_slice
 
 
-def read_and_process_data(iDate, fDate, dataDir, elements, an_re, unit):
+def read_and_process_data(iDate, fDate, dataDir, elements, an_re, unit, remove_countries):
     element_analysis = {'o3':'O3', 'no2':'NO2', 'so2':'SO2', 'co':'CO', 'pm10':'PM10', 'pm2p5':'PM25'}
     allfiles = datemap(iDate, fDate, 'D', dataDir)
     print("Files to be downloaded")
@@ -139,6 +141,16 @@ def read_and_process_data(iDate, fDate, dataDir, elements, an_re, unit):
         # date e.g. 2021, 05, 07, 00 to 2021050700
         df['date'] = df[['YEAR', 'MONTH', 'DAY', 'HOUR']].agg(''.join, axis=1)
 
+        # Create a countries column to cut later
+        df["COUNTRY"] = [station[:2] for station in df["STATION"]]
+        # Remove countries if they are in remove countries list
+        print("REMOVING COUNTRIES: {}".format(remove_countries))
+        print(len(df))
+        df = df[~df["COUNTRY"].isin(remove_countries)]
+        print(len(df))
+        # Save the index of the data removed
+        index_removed = df[df["COUNTRY"].isin(remove_countries)].index
+
 
         # Add all observational events for each specific date and element
         for e in elements:
@@ -147,6 +159,7 @@ def read_and_process_data(iDate, fDate, dataDir, elements, an_re, unit):
                 print(date)
                 cut_df = df[(df.element_con == e) & (df.date == date)]
 
+
                 # Apply boundaries for the values
                 cut_df = cut_df[cut_df['CONCENTRATION'].between(
                     standard_parameters[e]['extreme_lower_limit_{}'.format(an_re)],
@@ -214,6 +227,7 @@ def getOptions(args=sys.argv[1:]):
     parser.add_argument("-i", "--startdate", help="Initial date in YYYY-MM-DD format.")
     parser.add_argument("-t", "--enddate", help="End date in YYYY-MM-DD format.")
     parser.add_argument("-r", "--anre", help="If the obs are for analysis or reanalysis")
+    parser.add_argument("-rc", "--remove_countries", help="Remove stations in this list")
     options = parser.parse_args(args)
     return options
 
@@ -237,6 +251,7 @@ if __name__ == "__main__":
     an_re = options.anre
     iDate = options.startdate
     fDate = options.enddate
+    remove_countries = literal_eval(options.remove_countries) # Convert from string to list
 
     # Creating output directories if they don't already exist
     if not exists(obs_no_rotated_save):
@@ -282,7 +297,7 @@ if __name__ == "__main__":
 
 
     ### Read in dataand preprocess it adding to obs dictionary
-    read_and_process_data(iDate, fDate, dataDir, elements, an_re, unit)
+    read_and_process_data(iDate, fDate, dataDir, elements, an_re, unit, remove_countries)
     print("Final result from processing of data:")
     print(obsnorot)
 
diff --git a/src/in-situ/elwriterdaf90.cpython-37m-x86_64-linux-gnu.so b/src/in-situ/elwriterdaf90.cpython-37m-x86_64-linux-gnu.so
index 975f32768dc6c44331663aba4a1e8f61e663c254..d58c8adaf9aa60ff00300f296091e0b36db306d8 100755
Binary files a/src/in-situ/elwriterdaf90.cpython-37m-x86_64-linux-gnu.so and b/src/in-situ/elwriterdaf90.cpython-37m-x86_64-linux-gnu.so differ
diff --git a/src/in-situ/run_nord3.sh b/src/in-situ/run_nord3.sh
index 193000879e1fa23fc04658750b3c3b095e1cd64e..c6f6e48efb88293e3863fb8366f26220a11b92cb 100755
--- a/src/in-situ/run_nord3.sh
+++ b/src/in-situ/run_nord3.sh
@@ -9,7 +9,8 @@
 #SBATCH -J monarch-DA-cams
 #SBATCH -e /esarchive/scratch/cmeikle/Projects/monarch-DA/out-logs/format-cams-monarch-DA-data-%j.err
 #SBATCH -o /esarchive/scratch/cmeikle/Projects/monarch-DA/out-logs/format-cams-monarch-DA-data-%j.out
-#BSUB -x
+#SBATCH --qos=bsc_es
+#SBATCH --account=bsc32
 
 
 module purge
@@ -56,6 +57,8 @@ southbound='-27.0'
 uncb='{"O3":0.01,"CO":0.01,"NO2":0.005,"SO2":0.005,"PM10":0.0001,"PM25":0.0005}'
 uncc='{"O3":0.001,"CO":0.001,"NO2":0.005,"SO2":0.0005,"PM10":0.00001,"PM25":0.00005}'
 
+remove_countries='["RO"]'
+
 #start date
 
 iDate='202503310000'
@@ -75,7 +78,7 @@ echo ${pathtopy}
 
 f2py3 -m elwriterdaf90 -c ../libs/elwriterdaf90.f90
 
-time python camsFormatter.py -d ${dataDir} -u ${unitChangeFile_anre} -e ${element} -x ${fortranexec} -o ${obsnorotatedsave} -f ${obsfinalsave} -a ${save_all_obs_in_one} -m ${cenlon} -l ${cenlat} -w ${westbound} -q ${southbound} -b ${uncb} -c ${uncc} -i ${iDate} -t ${fDate} -r ${anre}
+time python camsFormatter.py -d ${dataDir} -u ${unitChangeFile_anre} -e ${element} -x ${fortranexec} -o ${obsnorotatedsave} -f ${obsfinalsave} -a ${save_all_obs_in_one} -m ${cenlon} -l ${cenlat} -w ${westbound} -q ${southbound} -b ${uncb} -c ${uncc} -i ${iDate} -t ${fDate} -r ${anre} -rc ${remove_countries}
 
 chmod -R 775 ${obsfinalsave}
 exit